# Ordination Result #49 — Analysis Report

Generated 2026-09-21 02:36:17 · 1 run(s) · CAT-G Data Analyzer

## 1. ordination (#49)

2026-09-21 02:12:39 · ordination · status: completed

*The first two PCA axes capture 31.4% of the total variance in the data.*

| Metric | Value |
|---|---|
| n_components | 3 |
| method | pca |
| n_rows | 59 |
| n_dropped | 341 |
| color_col | RANCH |

### explained variance

| Axis | Fraction | Cumulative |
|---|---|---|
| Axis 1 | 0.189909 | 0.189909 |
| Axis 2 | 0.123726 | 0.313636 |
| Axis 3 | 0.10144 | 0.415075 |

![ordination scatter](data:image/png;base64,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)

*ordination scatter*

![scree](data:image/png;base64,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)

*scree*

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)

*loadings*

**Warnings**

- Excluded identifier-like numeric column(s): PLOT. These look like bookkeeping fields rather than measurements. Select feature columns explicitly if you intended to include them.

### Method & Provenance

- **Method:** Ordination — PCA
- **Engine:** Python · scikit-learn 1.8.0
- **Input datasets:** gallery — cat_g_field_data_plots.csv
- **Started:** 2026-09-21 02:12:39.328469
- **Permanent link:** https://cat-g-omxpert.wishartlab.com/results/by-token/ba8cd7e8395a46ef8ddbbc2497cfc4f5

| Parameter | Value |
|---|---|
| ordination_method | pca |
| method | pca |
| feature_cols | LAT, LONG, ENV_SOILNH4, ENV_SOILNO3, ENV_SOILP, ENV_SOILOC, ENV_SOILTN, ENV_SOILTC, ENV_PH, ENV_SOILCLAY, ENV_SOILSILT, ENV_SOILSAND, ENV_SOILMOIS, RC_SHOOTMASS, RC_WOODMASS, RC_LITTERMASS, RC_LITTERWMASS, PC_SHOOTMASS, PC_WOODMASS, PC_LITTERMASS, PC_LITTERWMASS, PC_ROOTMASS, PC_HEIGHT, GH_COUNT, ENV_AIRTEMP, COVER_RICHNESS_JUN, COVER_TOTAL_JUN, COVER_SHANNON_JUN, COVER_RICHNESS_JUL, COVER_TOTAL_JUL, COVER_SHANNON_JUL, COVER_RICHNESS_AUG, COVER_TOTAL_AUG, COVER_SHANNON_AUG, PASTURE_TOTALAREA, SUBPASTURE_TOTALAREA, PASTURE_FORESTAREA, PASTURE_WETLANDAREA, SUBPASTURE_FORESTAREA, SUBPASTURE_WETLANDAREA |
| n_components | 3 |
| color_col | RANCH |

**Command history**

```python
from sklearn.decomposition import PCA
```

```python
from sklearn.preprocessing import StandardScaler
```

```python
X_scaled = StandardScaler().fit_transform(X)
```

```python
coords = PCA(n_components=3).fit_transform(X_scaled)
```
